{"id":"W3138726122","doi":"10.14740/jocmr4447","title":"Perioperative Antibiotic Prophylaxis: An Educative Intervention Significantly Increases Compliance","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Surgical site infection prevention","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Perioperative; Intervention (counseling); Antibiotic prophylaxis; Audit; Inguinal hernia; Cholecystectomy; Compliance (psychology); Antibiotics; Nursing; General surgery; Surgery; Hernia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001542867,0.0003366017,0.0004567234,0.000404355,0.0002800985,0.0003300803,0.0003314255,0.0005394107,0.002793635],"category_scores_gemma":[0.006317525,0.0001372151,0.0003541638,0.0002478933,0.000191993,0.0002471485,0.0005307893,0.0005999883,0.0002794117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002473029,"about_ca_system_score_gemma":0.001028638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005282352,"about_ca_topic_score_gemma":0.0006807282,"domain_scores_codex":[0.9985228,0.0007877002,0.0001358032,0.0001057452,0.0003005697,0.0001474196],"domain_scores_gemma":[0.9962596,0.001841385,0.0009526226,0.0001333985,0.0002269024,0.0005861369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004018968,0.07117202,0.07949598,0.003880981,0.0003077482,0.0004333605,0.003730397,0.0006157316,0.01417369,0.0001878463,0.004526536,0.8174568],"study_design_scores_gemma":[0.002238403,0.06904425,0.8983074,0.001715058,0.0008204919,0.0005575065,0.001805043,0.001802409,0.01053563,0.0002839782,0.01281561,0.0000742666],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933825,0.0008501433,0.0008614862,0.001178062,0.0001019927,0.0005124316,0.00005214259,0.0001424184,0.002918935],"genre_scores_gemma":[0.9893445,0.001053391,0.007608425,0.0004274349,0.0001199342,0.0004767583,0.00006255333,0.00001019613,0.0008966642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002793635,"threshold_uncertainty_score":0.009345651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4305203490530616,"score_gpt":0.6172705216944335,"score_spread":0.1867501726413719,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}